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Interact with postgres database. Execute queries using bash terminal.

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SKILL.md

name: sql description: Query the fact/dim schemas in Postgres from any shell

sql CLI

sql is a thin wrapper around psql that already knows the warehouse DSN. Use it when you are done exploring tables via the subjects/tables skills and want to slice the loaded tables inside Postgres.

The loaders in varro/data/disk_to_db/* create:

  • fact.<table_id>: processed denmark statistics fact tables (lower-case, ASCII-safe columns, tid parsed to dates/quarters).
  • dim.<dimension_id>: dimension tables with the standard kode, niveau, titel columns.

Quick start

sql "\conninfo"                                   # confirm DSN
sql "\dn"                                         # list schemas (fact, dim, public)
sql "\d+ fact.folk1a"                             # describe table, comments include dim links
sql "SET search_path TO fact, dim, public; SELECT * FROM folk1a LIMIT 5;"

Run ad-hoc analysis

# Fact slice
sql "SELECT tid, omrade, indhold FROM fact.folk1a WHERE kon = 1 ORDER BY tid DESC LIMIT 10;"

# Join to dimension labels (dimension tables always expose kode/niveau/titel)
sql <<'SQL'
SELECT f.tid, n.titel AS omrade, f.indhold
FROM fact.folk1a AS f
JOIN dim.nuts AS n ON f.omrade = n.kode
WHERE f.kon = 1 AND n.niveau = 2
ORDER BY f.tid DESC, n.titel
LIMIT 20;
SQL

Tips:

  • The ingest scripts build indexes on every non-measure column, so filters on foreign keys (e.g., omrade, tid) are cheap.

Exporting results

sql --csv -c "SELECT * FROM fact.folk1a LIMIT 100" > folk1a_sample.csv
sql -A -F $'\t' -c "SELECT kode, titel FROM dim.nuts LIMIT 20" > nuts.tsv

Exit codes bubble up from psql, so failed queries stop scripts immediately (ON_ERROR_STOP=1). Output respects psql defaults: tabular for interactive use, unaligned/no headers when piped. Use \? inside sql for the full list of meta-commands.

If a column in a fact table links to a dim table then this will be noted as a comment on the table